Athrael.netPosts
All the articles I've posted.
Audio RAG with ColQwen2.5-Omni
An audio RAG system that processes video URLs and answers questions about their content using ColQwen2.5-Omni and OpenAI audio
The Most Beautiful RAG: Starring Colnomic, Qdrant, Minio and Friends
Updated:Introducing the first project in my little-scripts monorepo - A simple, yet beautiful RAG implementation using Colnomic, Qdrant and Nomic
Mapping Worlds into Graphs with Qdrant, Neo4j, RF-DETR, BLIP-2 and Kung Fu
Diving deeper into the GraphRAG rabbit hole, I explore how to transform real-world video data into knowledge graphs using RF-DETR for object detection and BLIP-2 for intelligent entity description - setting the foundation for context-aware retrieval systems.
Down the Rabbit Hole - One step closer to Production Grade GraphRAG
After my initial experiment with GraphRAG using Qdrant, Neo4j, and Ollama, I took on a journey to build a more dynamic and context-aware system. This post dives into the details of how I constructed a dynamic ontology for NLP GraphRag.
GraphRAG with Qdrant, Neo4j, and Ollama (Using Qwen2.5:3b and Nomic text embeddings)
I've been playing with a new approach to RAG systems - combining vector search with knowledge graphs for more contextual, relationship-aware answers. Here's what I've built, how it works, and why you might want to try it yourself.